📝 Study asset for the dbt Analytics Engineering Certification Practice Tests course on Udemy — 195 exam-style questions across 3 timed tests, updated for dbt 1.11.
Hands-on experience is not enough to pass this exam. This is the #1 takeaway from everyone who's taken it. Even engineers with 2+ years of daily dbt use have failed. The exam tests features you may have never touched in your day-to-day work — snapshots, exposures, model governance, state selectors, Python models.
You need dedicated study time, not just "I use dbt at work."
